We obtain financial transaction data from ekko20, a sustainable banking FinTech company, alongside several government datasets. These include the Index of Multiple Deprivation (IMD)21 , Living Cost and Food Survey (LCFS)22, and UK Multi-Region…
Category: 7. Maths
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MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data
The MathOdyssey dataset was meticulously designed to evaluate the mathematical reasoning capabilities of large language models (LLMs). The creation process involved structured stages, including expert recruitment, problem development, review,…
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A hybrid reinforcement learning and knowledge graph framework for financial risk optimization in healthcare systems
This section presents the architecture, learning framework, and overall workflow of the proposed hybrid reinforcement learning and knowledge graph-based system for financial risk optimization in healthcare systems. We describe the proposed…
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Robust zero-watermarking for color images using hybrid deep learning models and encryption
Generally, effective zero-watermarking necessitates both durability and invisibility. Zero-watermarking is exceptionally imperceptible by design, and durability is a critical requirement. In this section, we will conduct a series of tests to…
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Intelligent text analysis for effective evaluation of english Language teaching based on deep learning
Dataset collection
This experiment uses the Automated Student Assessment Prize (ASAP) dataset, which contains a large number of English compositions primarily designed to evaluate students’ writing proficiency. The ASAP dataset includes eight…
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Accurate segmentation of localized fuel cladding chemical interaction layers in SEM micrographs with deep learning method
U-Zr based metallic fuels have been recognized as a promising nuclear fuel candidate for sodium-cooled fast reactors (SFRs)References1. One critical phenomenon affecting the performance of these fuels is fuel/cladding chemical interaction (FCCI),…
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The analysis of interactive furniture design system based on artificial intelligence
Datasets collection
In the selection process of furniture models for this study, it screens based on key factors such as diversity, functionality, and practical application needs. This study chooses the 3D- Furniture Shape with TextURE (FUTURE)…
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Seedless: on-the-fly pulse calculation for NMR experiments
Pulse sequence design using Seedless
Specific instructions for how to setup a Seedless input script are provided (Supplementary Note 4). The examples described in this work are provided as demonstrations that come with the software download. A…
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Real time blood detection in CCTV surveillance using attention enhanced InceptionV3
In this section, we present an overview of BloodCCTV-9500, the architecture of the blood detection network, and a feasibility study. Additionally, we discuss the modifications made to the InceptionV3 model to improve detection capabilities….
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Multi-module UNet++ for colon cancer histopathological image segmentation
This section describes the core architecture of our proposed RPAU-Net++ model, detailing the integration of three key components the ResNet-50 encoder, JPFM, and CBAM. The synergistic combination of these modules is specifically designed to…
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